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dual‑pool memory

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Aug 11, 2026 · Artificial Intelligence

DecentMem’s Dual‑Pool Memory Cuts Token Usage by Almost 50%

The article analyzes the limitations of a shared memory pool in large‑language‑model multi‑agent systems and presents DecentMem, a decentralized dual‑pool architecture with an online router that balances exploitation and exploration, achieving up to 23.8% higher accuracy, 49% token reduction, and 2.5× faster evolution across several benchmarks.

DecentMemdual‑pool memorymulti‑agent LLM

0 likes · 12 min read

DecentMem’s Dual‑Pool Memory Cuts Token Usage by Almost 50%

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Jul 23, 2026 · Artificial Intelligence

DecentMem Dual-Pool Memory Halves Token Use and Boosts Collaboration

DecentMem replaces the shared memory of large‑language‑model multi‑agent systems with a decentralized dual‑pool design—an exploitation pool for proven strategies and an exploration pool for novel ideas—driven by an online router, achieving up to 49% token savings, 23.8% accuracy gains and faster self‑evolution.

DecentMemLLM-as-Judgedual‑pool memory

0 likes · 12 min read

DecentMem Dual-Pool Memory Halves Token Use and Boosts Collaboration